{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b704b3a8-36f4-4da6-ba66-d0861bd8b75e",
   "metadata": {},
   "source": [
    "Preface to the Analysis：\n",
    "\n",
    "Kobe Bryant was a legendary player who retired in 2016—one year before I began watching the NBA. For me, this icon exists largely through the stories passed down by others. Public opinion about him remains deeply divided: some hail the \"Mamba Mentality\" as the ultimate symbol of resilience, while others criticize him as a ball hog.\n",
    "\n",
    "Driven by this contrast, I aim to apply my analytical skills to objectively dissect the shooting choices of this basketball legend. Through tracing the evolution of his game, I hope to unveil broader shifts in the NBA over two decades.\n",
    "\n",
    "This work is dedicated to my father—a lifelong fan who witnessed Michael Jordan’s second three-peat in the 90s and remained a devoted follower of Kobe’s career. For his generation, Kobe wasn’t just a player; he embodied an era. May this data-driven exploration bridge our generational gap and honor the legacy we both admire."
   ]
  },
  {
   "cell_type": "raw",
   "id": "67f9ca20-7939-4554-994d-5a33b9984ba8",
   "metadata": {},
   "source": [
    "Purpose:​​ Perform foundational data preparation for analyzing Kobe Bryant's shooting patterns across spatial zones and career phases.\n",
    "\n",
    "​​Key Operations:​​\n",
    "\n",
    "​​1. Environment Setup​​\n",
    "Import libraries and configure Chinese font support for visualizations\n",
    "2. ​​Data Loading & Cleaning​​\n",
    "Load raw CSV data and remove incomplete records (missing coordinates/distance/year)\n",
    "3. ​​Data Transformation​​\n",
    "Standardize shot outcomes (1=made, 0=missed)\n",
    "Convert distances from feet to meters and filter outliers (>15m)\n",
    "​​4. Feature Engineering​​\n",
    "Generate season labels (e.g., \"1999-00\") from year\n",
    "Classify career into 4 phases: Early(00-04), Peak(05-08), Championship(09-13), Late(14-16)\n",
    "Categorize shots into 4 spatial zones: Rim (≤1.5m), Close-range (1.5-4m), Mid-range (4-7m), Three-point (>7m)\n",
    "​​5. Analysis Preparation​​\n",
    "Define logical ordering sequences for zones (paint to perimeter) and stages (career chronology)\n",
    "​​Output:​​ Cleaned dataset with enhanced features ready for spatial-temporal analysis of shooting patterns."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "a3121c53-906d-42dd-bac3-4022030cfa17",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import statsmodels.api as sm\n",
    "plt.rcParams['font.sans-serif'] = ['SimHei']\n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "\n",
    "# Data Reading and Cleaning\n",
    "df = pd.read_csv('Kobe.csv')\n",
    "df = df.dropna(subset=['x', 'y', 'distance', 'outcome', 'year'])\n",
    "df['outcome'] = df['outcome'].map({'made': 1, 'missed': 0, 1: 1, 0: 0})\n",
    "df['distance'] = df['distance'].astype(str).str.extract(r'(\\d+\\.?\\d*)')[0]\n",
    "df['distance'] = pd.to_numeric(df['distance'], errors='coerce')\n",
    "df = df[(df['distance'].notnull()) & (df['distance'] >= 0)]\n",
    "df['distance'] = df['distance'] * 0.3048\n",
    "df = df[df['distance'] <= 15]\n",
    "df['season'] = (df['year'] - 1).astype(str) + '-' + df['year'].astype(str).str[-2:]\n",
    "\n",
    "def career_stage(year):\n",
    "    if 2000 <= year <= 2004:\n",
    "        return '早期(00-04)'\n",
    "    elif 2005 <= year <= 2008:\n",
    "        return '巅峰(05-08)'\n",
    "    elif 2009 <= year <= 2013:\n",
    "        return '冠军(09-13)'\n",
    "    elif 2014 <= year <= 2016:\n",
    "        return '晚期(14-16)'\n",
    "    else:\n",
    "        return '其他'\n",
    "df['stage'] = df['year'].apply(career_stage)\n",
    "\n",
    "def shot_zone(d):\n",
    "    if d <= 1.5:\n",
    "        return '篮下'\n",
    "    elif d <= 4:\n",
    "        return '近距离'\n",
    "    elif d <= 7:\n",
    "        return '中距离'\n",
    "    else:\n",
    "        return '三分'\n",
    "df['zone'] = df['distance'].apply(shot_zone)\n",
    "\n",
    "zone_order = ['篮下', '近距离', '中距离', '三分']\n",
    "stage_order = ['早期(00-04)', '巅峰(05-08)', '冠军(09-13)', '晚期(14-16)']\n"
   ]
  },
  {
   "cell_type": "raw",
   "id": "eda4c0d0-03bf-4a1d-97d6-7130a6b8beba",
   "metadata": {},
   "source": [
    "1. Purpose:​​ Visualize the evolution of Kobe Bryant's shot selection spatial distribution across career phases using a stacked percentage bar chart.\n",
    "\n",
    "​​Operations:​​\n",
    "\n",
    "​​Data Processing​​\n",
    "Calculate shot counts per (stage, zone) group\n",
    "Convert counts to percentage of total shots within each career phase\n",
    "Order zones from paint to perimeter (Rim → 3PT)\n",
    "​​Visual Encoding​​\n",
    "Each bar represents 100% of shots in a career phase\n",
    "Color segments show zone contribution percentages\n",
    "Chronological stage sequence on x-axis (Early → Late career)\n",
    "​​Design Optimization​​\n",
    "Chinese chart labels with \"SimHei\" font support\n",
    "External legend placement for clarity\n",
    "Color differentiation for 4 distinct shot zones\n",
    "​​Insight:​​ Reveals how Kobe's spatial shot preferences shifted between interior/exterior zones throughout his career."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "b636ca7b-aa86-4dce-bae4-7284b111cfa5",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 1. Data Reading and Cleaning\n",
    "zone_pct = df.groupby(['stage', 'zone']).size().unstack().fillna(0)\n",
    "zone_pct = zone_pct.div(zone_pct.sum(axis=1), axis=0)[zone_order]\n",
    "zone_pct.loc[stage_order].plot(kind='bar', stacked=True, figsize=(10,6), colormap='tab20')\n",
    "plt.title('各阶段投篮区域占比')\n",
    "plt.ylabel('占比')\n",
    "plt.xlabel('职业生涯阶段')\n",
    "plt.xticks(rotation=0)\n",
    "plt.legend(title='投篮区域', bbox_to_anchor=(1.01, 1), loc='upper left')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "5158a2a9-a8ad-43d4-836b-56e2ec9da7e8",
   "metadata": {},
   "source": [
    "2. Visualize evolving spatial shot selection patterns across Kobe Bryant's career phases using a comparative trend line chart.\n",
    "\n",
    "\n",
    "1.​​Plot Initialization​​\n",
    "Create 10x6 inch figure canvas\n",
    "2.​​Trend Line Creation​​\n",
    "For each zone (Rim → Close → Mid → 3PT):\n",
    "Plot percentage values across career stages\n",
    "Add circular data markers for exact value positioning\n",
    "3.​​Multi-Line Comparison​​\n",
    "Overlay 4 trend lines showing simultaneous evolution:\n",
    "Reveal zone-specific patterns (e.g., 3PT % increasing over time)\n",
    "Highlight trade-offs between zones (e.g., Rim vs Mid-range changes)\n",
    "​​4.Informative Labeling​​\n",
    "Title: \"Shot Zone Percentage Trends by Career Phase\"\n",
    "Axes: Career phases (x), Percentage (y)\n",
    "Automatic legend generation with zone names\n",
    "​​Insight:​​ Shows strategic shifts in shot selection - e.g., declining mid-range usage or increasing three-point reliance during specific career phases."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "407951e1-24e4-4be3-85e5-78e7a4e2a9cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 2. Percentage of shots taken in each stage and region (line graph)\n",
    "plt.figure(figsize=(10,6))\n",
    "for zone in zone_order:\n",
    "    plt.plot(stage_order, zone_pct.loc[stage_order][zone], marker='o', label=zone)\n",
    "plt.title('各阶段投篮区域占比变化趋势')\n",
    "plt.ylabel('占比')\n",
    "plt.xlabel('职业生涯阶段')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "raw",
   "id": "c2dd9c06-ef4c-464c-84cc-8fc057dc74ed",
   "metadata": {},
   "source": [
    "3. Compare shooting efficiency (FG%) across court zones and career phases through a grouped bar chart visualization.\n",
    "\n",
    "1.​​Data Processing​​\n",
    "Calculate mean shot outcome (= FG%) per (stage, zone) group\n",
    "Structure data: Rows=career phases, Columns=court zones (ordered by distance)\n",
    "2.​​Visual Design​​\n",
    "Each career phase has clustered bars showing zone-specific FG%\n",
    "Vertical spacing: Constant gap between career phases (not proportional to %)\n",
    "Automatic color differentiation for immediate zone recognition\n",
    "3.​​Labeling​​\n",
    "Title: \"Field Goal Percentage by Career Phase and Court Zone\"\n",
    "Axes: Career phases (x), FG% (y)\n",
    "Legend: \"投篮区域\" (Shot Zones) with zone names\n",
    "​​\n",
    "Insight:​​ Reveals efficiency trade-offs - e.g., higher rim FG% but lower 3PT FG%, or how efficiency changed in key zones during peak vs. late career."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c8eb4318-7d80-4350-87e6-bf267a570a46",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 3. Hit rate for each stage and region (grouped bar chart)\n",
    "zone_fg = df.groupby(['stage', 'zone'])['outcome'].mean().unstack()[zone_order]\n",
    "zone_fg.loc[stage_order].plot(kind='bar', figsize=(10,6))\n",
    "plt.title('各阶段各区域命中率')\n",
    "plt.ylabel('命中率')\n",
    "plt.xlabel('职业生涯阶段')\n",
    "plt.xticks(rotation=0)\n",
    "plt.legend(title='投篮区域', bbox_to_anchor=(1.01, 1), loc='upper left')\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "raw",
   "id": "500d9077-5bfb-4d6d-9b29-75e0bba4025b",
   "metadata": {},
   "source": [
    "4. Generate a line graph to visualize the trend of field goal percentage (hit rate) in different court zones across various career stages.\n",
    "Steps:\n",
    "Create a figure of size 10x6 inches.\n",
    "For each zone in the predefined zone order (Rim, Close-range, Mid-range, Three-point), plot a line representing the hit rate over career stages.\n",
    "Each data point is marked with a circle.\n",
    "Add title, axis labels, and legend.\n",
    "Display the plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fe5d8317-4161-4da5-9bfe-c1691736e7a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 4. Hit rate for each stage and region (line graph)\n",
    "plt.figure(figsize=(10,6))\n",
    "for zone in zone_order:\n",
    "    plt.plot(stage_order, zone_fg.loc[stage_order][zone], marker='o', label=zone)\n",
    "plt.title('各阶段各区域命中率变化趋势')\n",
    "plt.ylabel('命中率')\n",
    "plt.xlabel('职业生涯阶段')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "raw",
   "id": "8b55985d-3139-4187-955c-83905134e0cf",
   "metadata": {},
   "source": [
    "5.Generate a ​​grouped bar chart​​ showing the ​​absolute number of shot attempts​​ in different court zones during each career stage of a basketball player. It compares the actual shot volume distribution across zones and stages.\n",
    "\n",
    "Group data by career stage and shooting zone, then count shot attempts per group\n",
    "Reshape data (zones as columns) and fill missing values with 0\n",
    "Order zones by predefined sequence\n",
    "Order stages by predefined career phase sequence\n",
    "Plot grouped bars (bars for different zones clustered within each stage)\n",
    "Add chart labels (title, axis labels, legend) for clarity"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f69bfe34-c98b-4630-8933-4f3c07a6e77b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 5. Number of moves in each stage and region (grouped bar chart)\n",
    "zone_count = df.groupby(['stage', 'zone']).size().unstack().fillna(0)[zone_order]\n",
    "zone_count.loc[stage_order].plot(kind='bar', figsize=(10,6))\n",
    "plt.title('各阶段各区域投篮出手数')\n",
    "plt.ylabel('出手数')\n",
    "plt.xlabel('职业生涯阶段')\n",
    "plt.xticks(rotation=0)\n",
    "plt.legend(title='投篮区域', bbox_to_anchor=(1.01, 1), loc='upper left')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "50030eb2-fb52-4876-b52c-51c9c9e43af0",
   "metadata": {},
   "source": [
    "6. Generate a ​​multi-line chart​​ specifically comparing the ​​trend of field goal percentage​​ in three key scoring zones (three-point, mid-range, and rim) across a basketball player's career stages. It visualizes efficiency evolution in primary scoring areas.\n",
    "\n",
    "Focus on three critical zones: three-point, mid-range, and rim shots\n",
    "Extract precomputed shooting efficiency data (zone_fg from prior analysis)\n",
    "Plot trend lines with data point markers for each zone\n",
    "Order career stages chronologically on x-axis\n",
    "Compare how shooting efficiency in fundamental scoring areas changes over career phases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "83b8f884-2857-4405-8897-d26abcadfbd2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 6. Trends in three-point, mid-range, and layup shooting percentages by stage (multiple line chart)\n",
    "plt.figure(figsize=(10,6))\n",
    "for zone in ['三分', '中距离', '篮下']:\n",
    "    plt.plot(stage_order, zone_fg.loc[stage_order][zone], marker='o', label=zone)\n",
    "plt.title('各阶段三分/中距离/篮下命中率趋势')\n",
    "plt.ylabel('命中率')\n",
    "plt.xlabel('职业生涯阶段')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "77954c72-9202-4bcd-9055-93c151fa69f4",
   "metadata": {},
   "source": [
    "7. Generate a ​​box plot​​ comparing the distribution of shot distances across different career stages of a basketball player. Visualizes spatial evolution of shooting selection through median, quartiles, and outliers.\n",
    "\n",
    "1.Plot shot distance (y='distance') distribution per career stage (x='stage')\n",
    "2.Enforce chronological stage order (order=stage_order)\n",
    "3.Show key statistics:\n",
    "Box: Interquartile range (IQR) covering 25th-75th percentiles\n",
    "Central line: Median distance (typical shooting range)\n",
    "Whiskers: 1.5×IQR range of normal values\n",
    "Dots: Outliers (unconventional shot locations)\n",
    "4.Label axes with units (\"Shot Distance (meters)\") and apply layout optimization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "802fa229-0ec2-4ab4-a0b3-1551fec1d8ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 7. Shot distance box plot (comparison between stages)\n",
    "plt.figure(figsize=(10,6))\n",
    "sns.boxplot(x='stage', y='distance', data=df, order=stage_order)\n",
    "plt.title('各阶段投篮距离分布箱线图')\n",
    "plt.xlabel('职业生涯阶段')\n",
    "plt.ylabel('投篮距离（米）')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "26f12766-d354-48c6-98dc-bfe0da1d6fc7",
   "metadata": {},
   "source": [
    "8. Generate a ​​stacked kernel density estimation (KDE) plot​​ comparing the distribution characteristics of shot distances across different career stages. Overlapping semi-transparent curves reveal spatial evolution of shooting preferences.\n",
    "\n",
    "1.Process data per career stage in chronological order:\n",
    "Filter shots by stage (e.g., rookie → peak → decline)\n",
    "2.Compute probability density:\n",
    "Apply kernel density estimation to shot distance data\n",
    "Fill area under curve with 30% transparency for visual stacking\n",
    "3.Visualize distribution features:\n",
    "Peak location: Most frequent shooting distance\n",
    "Peak height: Concentration level at key distances\n",
    "Distribution width: Diversity of shooting ranges\n",
    "Multi-modal patterns: Multiple shooting hot spots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "fee1a8f2-e7bc-43b3-b49f-8e6b3736b509",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 8. Histogram of shooting distance distribution (comparison between stages)\n",
    "plt.figure(figsize=(12,8))\n",
    "for stage in stage_order:\n",
    "    sns.kdeplot(df[df['stage']==stage]['distance'], label=stage, fill=True, alpha=0.3)\n",
    "plt.title('各阶段投篮距离分布')\n",
    "plt.xlabel('投篮距离（米）')\n",
    "plt.ylabel('密度')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "2161e799-b680-44c8-801a-cfb5ffbc72a6",
   "metadata": {},
   "source": [
    "9. Enhance a ​​three-point shot percentage trend chart​​ with textual annotations marking key career events, establishing causal links between external events and shooting selection changes.\n",
    "\n",
    "1.Plot baseline: Three-point attempt percentage trend line\n",
    "2.Event annotation system:\n",
    "Loop through career stages with index i for precise positioning\n",
    "Place text at calculated coordinates: (stage_index, percentage + 0.01)\n",
    "3.Event-stage mapping:\n",
    "'Early (00-04)': \"O'Neal leaves\" (teammate change)\n",
    "'Championship (09-13)': \"Back-to-back titles\" (achievement)\n",
    "'Late (14-16)': \"Achilles injury\" (health event)\n",
    "4.Visual encoding:\n",
    "Color-coded annotations: red(roster change), blue(achievement), green(injury)\n",
    "Reveals how major events (teammate departure → increased 3PA, injury → decreased 3PA) influence shooting evolution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "27e1b9af-d285-4748-ada4-2f8b3b837510",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 9. Key turning point marking (using a three-point percentage as an example)\n",
    "plt.figure(figsize=(10,6))\n",
    "plt.plot(stage_order, zone_pct.loc[stage_order]['三分'], marker='o', label='三分占比')\n",
    "for i, stage in enumerate(stage_order):\n",
    "    if stage == '早期(00-04)':\n",
    "        plt.text(i, zone_pct.loc[stage]['三分']+0.01, '奥尼尔离队', color='red')\n",
    "    if stage == '冠军(09-13)':\n",
    "        plt.text(i, zone_pct.loc[stage]['三分']+0.01, '两连冠', color='blue')\n",
    "    if stage == '晚期(14-16)':\n",
    "        plt.text(i, zone_pct.loc[stage]['三分']+0.01, '跟腱受伤', color='green')\n",
    "plt.title('三分球占比及关键事件')\n",
    "plt.ylabel('三分占比')\n",
    "plt.xlabel('职业生涯阶段')\n",
    "plt.legend()\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "a1a034e3-bded-4662-8a95-5e7d4ac708e4",
   "metadata": {},
   "source": [
    "10. Conduct ​​linear regression analysis​​ to quantify the relationship between average shot distance and season year in Kobe Bryant's career. Models the temporal evolution of shooting range and visualizes the trend fit.\n",
    "\n",
    "1.Data preprocessing:\n",
    "Convert season format (e.g., \"2006-07\") to start-year integer (2006)\n",
    "2.Regression modeling:\n",
    "Ordinary Least Squares (OLS) with intercept term\n",
    "Output statistical report: coefficients (yearly change), R² (explanatory power), p-value (significance)\n",
    "3.Dual-axis visualization:\n",
    "Scatter plot: Actual observed shot distances per season\n",
    "Regression line: Model-predicted ideal trend (red line)\n",
    "Slope direction reveals strategic shift:\n",
    "↗ Positive: Increasing perimeter focus over time\n",
    "↘ Negative: Declining shooting range / more interior play"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d62328e3-a847-474c-8bb9-fd8dcbc768de",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                            OLS Regression Results                            \n",
      "==============================================================================\n",
      "Dep. Variable:               distance   R-squared:                       0.680\n",
      "Model:                            OLS   Adj. R-squared:                  0.658\n",
      "Method:                 Least Squares   F-statistic:                     31.82\n",
      "Date:                Sun, 27 Jul 2025   Prob (F-statistic):           4.70e-05\n",
      "Time:                        20:16:52   Log-Likelihood:               -0.39342\n",
      "No. Observations:                  17   AIC:                             4.787\n",
      "Df Residuals:                      15   BIC:                             6.453\n",
      "Df Model:                           1                                         \n",
      "Covariance Type:            nonrobust                                         \n",
      "==============================================================================\n",
      "                 coef    std err          t      P>|t|      [0.025      0.975]\n",
      "------------------------------------------------------------------------------\n",
      "const       -143.4217     26.195     -5.475      0.000    -199.254     -87.589\n",
      "season_num     0.0736      0.013      5.641      0.000       0.046       0.101\n",
      "==============================================================================\n",
      "Omnibus:                        2.113   Durbin-Watson:                   1.436\n",
      "Prob(Omnibus):                  0.348   Jarque-Bera (JB):                1.587\n",
      "Skew:                           0.588   Prob(JB):                        0.452\n",
      "Kurtosis:                       2.074   Cond. No.                     8.22e+05\n",
      "==============================================================================\n",
      "\n",
      "Notes:\n",
      "[1] Standard Errors assume that the covariance matrix of the errors is correctly specified.\n",
      "[2] The condition number is large, 8.22e+05. This might indicate that there are\n",
      "strong multicollinearity or other numerical problems.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 10. Regression analysis: Season and average shooting distance\n",
    "avg_distance = df.groupby('season')['distance'].mean().reset_index()\n",
    "\n",
    "# Convert season to a numeric variable\n",
    "avg_distance['season_num'] = avg_distance['season'].str[:4].astype(int)\n",
    "X = sm.add_constant(avg_distance['season_num'])\n",
    "y = avg_distance['distance']\n",
    "model = sm.OLS(y, X).fit()\n",
    "print(model.summary())\n",
    "\n",
    "# Draw the Tropic of Cancer\n",
    "plt.figure(figsize=(10, 5))\n",
    "plt.scatter(avg_distance['season_num'], avg_distance['distance'], label='平均投篮距离')\n",
    "plt.plot(avg_distance['season_num'], model.predict(X), color='red', label='回归线')\n",
    "plt.xlabel('赛季（起始年份）')\n",
    "plt.ylabel('平均投篮距离')\n",
    "plt.title('科比职业生涯平均投篮距离回归分析')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2e9860ca-1dda-4fc2-a0ce-71c06ffdc39d",
   "metadata": {},
   "source": [
    "Research Conclusions\n",
    "\n",
    "1. ​​Spatial Evolution of Shot Selection​​\n",
    "​​Early Stage (00-04)​​: Interior-focused (rim shots >35%), mid-range as secondary, 3PT% <15%\n",
    "​​Peak Years (05-08)​​: Mid-range dominant (>40% share), emerging 3PT development\n",
    "​​Championship Era (09-13)​​: Significant 3PT expansion (>25%), offensive radius extended\n",
    "​​Late Career (14-16)​​: Rim attacks halved (<20%), 3PT% peaked (>30%) due to Achilles injury\n",
    "2. ​​Efficiency Evolution Patterns​​\n",
    "​​Rim Efficiency​​: Consistently highest (65% early → 55% late), age-related decline\n",
    "​​Mid-Range​​: Peaked at 45% during peak years, dropped to 38% late-career\n",
    "​​3PT Efficiency​​: Optimal in championship years (36%), declined to 32% with high-difficulty shots\n",
    "​​Key Insight​​: Mid-range efficiency correlated with team success (43% during back-to-back titles)\n",
    "3. ​​Tactical Transition Points​​\n",
    "​​2004 O'Neal Departure​​: 3PT% increased from 18%→25% (role transformation)\n",
    "​​2009 Gasol Arrival​​: Rim efficiency rebounded +5% (inside-out synergy)\n",
    "​​2013 Achilles Injury​​: 40% reduction in rim attempts, avg. distance increased from 4.3m→5.8m\n",
    "4. ​​Distance Distribution Patterns​​\n",
    "Significant upward trend in average shot distance (p<0.05)\n",
    "Standard deviation expanded: 1.8m (early) → 2.7m (late) (offensive diversification)\n",
    "Bimodal density curve: Simultaneous rim (<1.5m) and 3PT (>7m) hotspots in late career\n",
    "\n",
    "Core Insight:\n",
    " Kobe demonstrated a classic \"inside-out\" evolution: Early athletic rim dominance → Peak mid-range mastery → Late-career perimeter expansion. Efficiency analysis reveals mid-range as his championship weapon, while injury served as the critical turning point for late-career shot profile transformation."
   ]
  }
 ],
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